~/talk

Crafting Reliable Rules with Robust Control

Talkat PyData NYC 2023 · 2023-11-01..11-03· [machine-learning]
links:none on file
slides:none on file

Applies Robust Control to tune a pricing algorithm for a collateralized lending platform, shares code and design digital twin repos and uses the open source tool cad for simulations, selects PID gains and launches with a P‑only controller on Feb 13 2021, later adds an I term via governance tweaks, monitors outcomes for ~4,000 active users and observes about a $0.30 (~10%) total price drift over three years, with shock tests and worst‑case analyses.

AI-written summary · about

  1. 0:00Reliable rules and control
  2. 1:32Reliable rules in complex systems
  3. 3:35Control theory for rule design
  4. 5:17Robust control methodology
  5. 7:02Rule development process
  6. 8:03Automated collateralized lending
  7. 10:34Ideation to implementation in web3
  8. 11:58Price regulation goals
  9. 14:05PID controller selection
  10. 15:10Uncontrollable market factors
  11. 16:13Structured dynamical models
  12. 17:39System trajectories from code
  13. 18:42Robustness testing with shocks
  14. 19:46Production price controller launch
  15. 20:50Monitoring system behavior
  16. 21:52Governance through parameter adjustments
  17. 23:18Alternative trading strategies
  18. 24:24Three-year stability results
  19. 25:26Open-source tools and grants
  20. 26:28Block Science applications
  21. 27:53Q&A
~/search
type to search 6,249 conferences, 138,987 speakers and 185,172 talks
~/help
cmdctrl k
search every conference, speaker and series
/
focus the filter search
h
home
c
conferences
s
speakers
e
series
t
light / dark — the status bar button does the same
?
this help
esc
close this, then clear every filter — or just the search, while you are typing in it

Ignored while you are typing. Pages without a filter rail have no search to focus.